Data visualization can have a great effect on statistical presentations

Data visualization 2

It is said that a picture is worth a thousand words. This adage may appear figurative and allegorical when applied to the realm of statistics, but there is no denying the fact that a visual approach to statistics enlivens the subject like no other. A dash of pictorial work and some coloring at the right places enhance the presentation of otherwise drab statistical figures and slides dramatically.

Graphic displays illustrate the facts and truths behind statistics very artistically. They augment the appeal of what is conveyed by the statistical figures without altering or diluting the effect or the content. This is why presenting data visually is a great enhancer. It is very useful in any compliance analytics workflow.

Graphic enhancements can be used to uplift and raise the presentational aspects of statistics, but it requires skill and specific tools, because the pictorial aspect has to fit rightly into the statistical presentations. Any mismatch or mix-ups can have the opposite effect, making the statistical pictures gaudy, out of place and jarring.

Get to the ways of doing it

Data visualization 5

A two-day seminar from GlobalCompliancePanel, a highly respected provider of professional trainings for the regulatory areas, will offer thorough and complete learning on the proper ways of beautifying statistical presentations with the right mix of graphics, so that the intended purpose of embellishing is met.

James Wisnowski, who is the cofounder of Adsurgo LLC and co-author of the book, Design and Analysis of Experiments by Douglas Montgomery: A Supplement for using JMP and currently provides training and consulting services to industry and government in Design of Experiments (DOE), Reliability Engineering, Data Visualization, Predictive Analytics, and Text Mining; will be the Director at this two-day seminar.

Please visit Data visualization can have a great effect on statistical presentations  to enroll for this highly interesting seminar, which has been pre-approved by RAPS as eligible for up to 12 credits towards a participant’s RAC recertification upon full completion.

All about graphics in statistics

Data visualization 4

This seminar on data visualization will present methods using which participants can interactively discover relationships graphically. James will offer participants the foundations that will help them create better graphical information with which to accelerate the insight discovery process and improve the comprehension of reported results.

He will lead participants to an exploration of the first principles and the “human as part of the system” aspects of information visualization from multiple leading sources such as Harvard Business Review, Edward Tufte, and Stephen Few. All this will be done using representative example data sets. Best practices for graphical excellence to most effectively, clearly, and efficiently communicate a thought will be explained. He will show how to construct visualizations for univariate, multivariate, time-dependent, and geographical data. Participants are encouraged to bring laptops to follow along demonstrations in JMP (free trial download at www.jmp.com), and open source solutions such as R (https://www.r-project.org) and Tableau Public (https://public.tableau.com/s/).

Meeting the requirements of analytic solutions

Data visualization 3

As all regulated industries have now come to expect data-driven decisions; compliance regulations require analytic solutions. The starting point of these solutions is the development of data visualization for discovering relationships and finish with crisp graphs communicating results. To take the example of 21 CFR and guidance documents for the pharmaceutical, biopharmaceutical, and medical device industries; these documents specify the application of statistical methods for the following:

For each of these areas, data visualization serves as the foundation. Data visualization plays a major role in varying degrees in varied areas such as:

  • meeting FDA analytical requirements for third-tier critical to quality attributes for analytical bio similarity evaluations where graphical plots and tables alone may sufficiently address compliance criteria

 

  • HIPAA compliance, risk management and analysis, and many others of the quality functions.

James will show how to use data visualization and optimize the effect of these areas. The following agendas will be part of the two-day presentation:

  • Introduction and definitions
  • Examples of data visualizations for compliance and regulated industries
  • Historical context
  • Characteristics of data
  • Interactive data visualization exploration with Excel and websites
  • Human side of data visualization
  • Principles of good graphic design
  • Data visualization methodology
  • Best practices
  • Software introduction: JMP
  • Univariate plots
  • Distributions and histograms
  • Pie graphs, violin plots, pareto plots, box plots
  • Conditional formatting
  • Mulitvariate plots and heatmaps
  • Correlation
  • Multivariate scatterplots and density graphs
  • Contour plots
  • Categorical data plots: treemaps, mosaic plots
  • Software introduction: R
  • Software introduction: Tableau Public
  • Univariate plots with R and Tableau
  • Multivariate plots with R and Tableau
  • Dynamic and interactive graphs
  • Brushing, dynamic linking, and filtering
  • Profilers on response variables and optimization
  • Time series plots
  • Waterfall plots
  • Sparklines and trend lines
  • Statistical Process Control charts
  • Maps
  • Text data visualization
  • Dashboards
  • Course summary.

 

Seminar Calendar of Upcoming Courses – June to July – 2017

Upcoming-Courses-for-French-Circles-Club

GlobalCompliancePanel’s seminars are a wonderful opportunity for professionals in the regulatory compliance areas to understand the latest happenings and updates in the regulatory compliance areas and to implement them, something they need to climb in their professions. GlobalCompliancePanel brings together a few of the best recognized names in the field of regulatory compliance on its panel of experts. The result: Learning that is effective, valuable and helpful.

GlobalCompliancePanel’s experts help you unravel all the knowledge you need in all the areas of regulatory compliance. At these seminars which are held all over the globe, you get to interact with them in person, so that any doubt or clarification you have is sorted out by none other than the honcho. They help professionals like you implement the regulations and stay updated, so that regulatory compliance causes no stress for you.

GlobalCompliancePanel’s experts offer their insightful analysis into the issues that are of consequence to regulatory professionals in their daily work. Their thoughts help you implement the best practices of the industry into your work. They also offer updates on the latest regulatory requirements arising out of a host of the laws and issues related to regulatory compliance, including, but not limited to medical devices, food and beverages, pharmaceuticals, life sciences, biotechnology and pharmaceutical water systems.

Take a look at our upcoming webinars from GlobalCompliancePanel, which will put you on the road to learning about any area that is of importance to your profession. You can plan your learning from GlobalCompliancePanel by looking at our seminars in the next few weeks at locations of convenience to you. You can choose from a whole range of topics. See which among these trainings suit you: Design of Experiments (DOE) for Process Development and Validation, Writing and implementing effective SOP’s, new FSMA rules, risk management and device regulations, data integrity, combination products, and what have you!

Contact us today!
NetZealous LLC DBA GlobalCompliancePanel
john.robinson@globalcompliancepanel.com
Toll free: +1-800-447-9407
FAX : 302 288 6884
Website: http://bit.ly/Courses-June-to-July-2017

Understanding the practical application of statistics?

The application of statistical methods is specified all through 21 CFR and guidance documents for the pharmaceutical, biopharmaceutical, and medical device industries for these activities:

o  Setting validation criteria and specifications

o  Performing Measurement Systems Analysis (MSA)

o  Conducting stability analysis

o  Using Design of Experiment (DOE) for process development and validation

o  Developing process control charts

o  Determining process capability indices.

The Quality System Regulation (QSR) for medical devices states that manufacturers should take steps, where appropriate, for establishing and maintaining procedures with which to identify valid statistical techniques needed to establish, control, and verify that the process capability and product characteristics are acceptable.

Methods are specified in 21 CFR and guidance documents

Both 21 CFR and guidance documents emphasize the need for statistical methods from discovery through product discontinuation. While 21 CFR specifies the suitable statistical procedures needed to establish both in-process and final specifications; the guidance documents require applying statistical methods for development and validation of measurement systems, process understanding using Quality by Design (QbD) principles, process validation, as well as ensuring that the manufacturing process is in a state of control and is capable.

Even though many statistical methods may be applied to fulfil this part of the QSR; there exist a few commonly accepted methods that all companies can and preferably should use for:

o  Developing acceptance criteria

o  Ensuring accurate and precise measurement systems

o  Fully characterizing manufacturing processes

o  Monitoring and controlling process results, and

o  Selecting an appropriate number of samples.

Learn the dynamics of statistical methods

The nitty gritty of application of statistical methods will be the teaching a two-day seminar from GlobalCompliancePanel, a leading provider of professional trainings for the regulatory compliance areas, will be offering. At this seminar, Heath Rushing, who is the cofounder of Adsurgo and author of the book Design and Analysis of Experiments by Douglas Montgomery: A Supplement for using JMP; will be the Director.

This course has been pre-approved by RAPS as eligible for up to 12 credits towards a participant’s RAC recertification upon full completion. To understand the areas of implementation of statistical methods that comply with the requirements set out in CFR 21 and guidance documents, please enroll for this session by visiting “Understanding the practical application of statistics”

A full description of statistical processes

This course provides instruction on the statistical methods for data analysis of applications related to the pharmaceutical, biopharmaceutical, and medical device industries. The Director will explain the appropriate statistical approaches: descriptive statistics, data intervals, hypothesis testing, ANOVA, regression, ANCOVA, and model building need to be applied. Upon establishment of competence in each of these areas; he will present the way these need to be applied in an industry-specific manner.

During the course of these two days, Heath will cover the following areas:

·        Describe and analyze the distribution of data

·        Develop summary statistics

·        Generate and analyze statistical intervals and hypothesis tests to make data-driven decisions

·        Describe the relationship between and among two or more factors or responses

·        Understand issues related to sampling and calculate appropriate sample sizes

·        Use statistical intervals to setting specifications/develop acceptance criteria

·        Use Measurement Systems Analysis (MSA) to estimate variance associated with: repeatability, intermediate precision, and reproducibility

·        Ensure your process is in (statistical) control and capable.

Article on “Statistical Sampling Plans for Medical Devices”

One of the important aspects of design control of medical devices is statistical sampling plans for medical devices. To gain an understanding of the idea of statistical sampling plans for medical devices, one needs to understand the process of medical device design controls.

Statistical sampling plans for medical devices needs to be seen in this background: Under Sec. 820.30 of Title 21 of Code of Federal Regulations (CRF) the FDA sets out requirements from medical device manufacturers -which want to market certain categories of medical devices in the US -for establishing and maintaining procedures to implements design controls into the device.

An understanding of design controls is necessary first

First of all, what are design controls? Design controls are linearly and logically described and recommended steps that manufacturers have to take for ensuring that they have developed what they meant to develop. In addition, design controls have to also be implemented to ensure that the final product is in line with the expectations and needs from the customer’s perspective.

Statistical sampling plans for medical devices come at a slightly later stage. Design controls pave way for the validation processes of design verification and design, which are done to ensure that the device design has met critical specifications or outputs and fulfill the requirements for the safety requirements, intended use, or specified application.

Verification and validation

This stage makes way for the next, which is fulfillment of design verification and validation (V&V), as required under Sec. 820.50 of 21 CFR. A core part of this code is the requirement from manufacturers for establishing and maintaining procedures to locate valid and proper statistical techniques for the process capability and product characteristics to be considered applicable. These are what constitute statistical sampling plans for medical devices

More of rule of thumb

Statistical sampling plans for medical devices need to be written and based on a well-established statistical foundation. However, the FDA does not prescribe a formal plan for writing down statistical sampling plans for medical devices. These are to be based more on rule of thumb. In other words, there are no acceptable limits violations under statistical sampling plans for medical devices. The statistical sampling plans for medical devices need to be implemented on a case-to-case basis, based on the device’s characteristics and features.

In arriving at statistical sampling plans for medical devices, the FDA sets out the following rule:

Table 1

Binomial Staged Sampling Plans

Binomial Confidence Levels

able 2

Binomial Staged Sampling Plans

Binomial Confidence Levels

ucl = Upper Confidence Level

These constitute the core guidance for statistical sampling plans for medical devices.

Learn more on this topic by visiting: Article on “Statistical Sampling Plans for Medical Devices”

Statistics for Medical Professionals

Medical statistics, also called biostatistics, is an important area for medical professionals. Statistics and the medical professionals may not seem very easily associable with each other at first glance, but a deeper look suggests the connection between statistics and the medical profession.

Statistics is a set of data and tables. These figures are meant to offer understanding and perspectives on a number of issues. When it comes to the medical profession; statistics for medical professionals becomes very important to those in the field of public health. Every time a government or an international agency of a world body such as the UN undertakes a program on public health; statistics are of immense importance for medical professionals.

Many uses of statistics for medical professionalsStatistics for medical professionals is useful in helping them analyze public health issues. Detailed figures of the incidence of malaria for instance, are a very useful piece of statistics for medical professionals. This kind of statistics helps them determine the causes of the disease and helps them decide on the plan of action.

Statistics for medical professionals is also useful at the local level. A medical professional working in a town or village could benefit immensely when she has statistics meant for medical professionals. It helps the professional understand what local causes are giving rise to health issues. Statistics for medical professionals thus helps them tackle issues at the local as well as the global levels

A specialized fieldIn developed countries, statistics for medical professionals has become a full-fledged profession. It is finessed at graduate and postgraduate programs at which they study the essentials of statistics for medical professionals. They then carry out programs that are suited for their profession.

Statistics for medical professionals is used in a wide variety of disciplines. Usually, courses on statistics for medical professionals cover the following areas:

  • Data Analysis of statistics for medical professionals
  • Dealing with Missing Data
  • Higher Issues in Trials
  • Linear Regression and Correlation
  • Logistic Regression
  • Correlated Data analysis
  • Continuous Data comparison between groups
  • Survival Data analysis
  • Risk, Rates and Odds of statistics for medical professionals
  • Randomized Trials
  • Observational Studies of statistics for medical professionals
  • Categorical Data comparison between groups
  • Calculations of Sample Size
  • Testing of Estimation and Hypothesis

More information go through this link: https://www.globalcompliancepanel.com/seminar?Linkedin_SEO

GlobalCompliancePanel announces Seasonal offers for Professionals with Flat 50% OFF on all Seminars

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Do celebrations need a cause and a reason? Yes, and GlobalCompliancePanel, a leading provider of professional trainings for the regulatory compliance areas, is having a solid cause and reason for doing so. It is celebrating the many years of its relationship with its customers spread all over the world by offering its trainings at a massive 50% discount!

Yes, that is right. GlobalCompliancePanel’s seminars will be available for a huge 50% discount till April 30. Regulatory professionals who want to augment their knowledge of regulatory compliance can now do so by paying just half the price of these trainings from GlobalCompliancePanel. All that is needed to do walk away with a rare offer such as this is to visit https://www.globalcompliancepanel.com/seminar?wordpress_SEO and use MGCP50 Promo Code.

This offer is valid till April 30, 2017. Regulatory professionals who want to take any of GlobalCompliancePanel’s trainings can book their trainings for an area of their interest by this date. From April 1 onwards, this offer will cease, meaning that the original price will apply from then.

So, why is GlobalCompliancePanel offering this discount? It is for a simple, but profound reason: It wants to thank its huge customer base for the support they have been extending to this company over the many years for which it has been in business. During the course of the 10 years for which GlobalCompliancePanel has been in business, it has trained thousands of regulatory compliance professionals from around the world.

These professionals, belonging to such varied geographies as the US and Japan and India and Canada, have been able to meet their regulatory compliance challenges on account of these trainings. These trainings are relevant, focused and valuable, and are from some of the best known regulatory compliance Experts found anywhere on this planet.

It is these trainings that have been hoping these professionals in the regulatory compliance arena gain more insights into regulations from the FDA, the EMA and other such bodies around the world. These trainings have been consistently helping them to meet these challenges, as they give them a better and sharper understanding of the implementing these requirements.

These regulatory requirements can pose hurdles to the most experienced and brightest of regulatory compliance professionals in the medical devices, pharmaceutical, life sciences and food and biologicals areas, but not to those who undertake professional trainings from GlobalCompliancePanel. GlobalCompliancePanel’s panel of experts is here to help them overcome these challenges and hurdles.

This trend has been being witnessed from the time GlobalCompliancePanel entered the line of professional trainings. Any wonder then, that no fewer than 50,000 professionals have benefited from these trainings? What could be a better way of thanking such a huge base of customers than with this offer? GlobalCompliancePanel believes that a celebration should also be useful, and this is that this offer is!

Hurry up and enroll today. Happy learning!

 

 

Applied statistics for scientists and engineers

Applied statistics for scientists and engineers is necessary for a number of reasons. 21 CFR and guidance documents for the pharmaceutical, biopharmaceutical, and medical device industries specify the application of statistical methods for these functions:

o  Setting validation criteria and specifications

o  Performing Measurement Systems Analysis (MSA)

o  Conducting stability analysis

o  Using Design of Experiment (DOE) for process development and validation

o  Developing process control charts, and

o  Determining process capability indices.

Since scientists and engineers are at the heart of these functions, they need to have a thorough knowledge of how to use applied statistics. Each of these particular applications requires different and specified statistical methods. The common tools used for setting acceptance criteria and specifications are data and tolerance intervals, while for setting expiries and conducting stability analysis studies; simple linear regression and analysis-of-covariance (ANCOVA) are used.

For analyzing designed experiment for process development and validation studies, two-sample hypothesis tests, analysis-of-variance (ANOVA), regression, and ANCOVA are methods used, while for developing process control charts and developing process capability indices; descriptive statistics (distribution, summary statistics), run charts, and probability (distributions) are used.

Explaining the importance of applied statistics for scientists and engineers

A seminar that is being organized by GlobalCompliancePanel, a leading provider of professional trainings for the areas of regulatory compliance, will explain the importance of applied statistics for scientists and engineers.

In the course of making the importance of applied statistics for scientists and engineers known; the Director at this seminar, Heath Rushing, who is the cofounder of Adsurgo and author of the book Design and Analysis of Experiments by Douglas Montgomery: A Supplement for using JMP, and has been an invited speaker on applicability of statistics for national and international conferences, will provide instruction on applied statistics for scientists and engineers and statistical methods for data analysis of applications related to the pharmaceutical, biopharmaceutical, and medical device industries.

To enroll for this highly valuable and practical course on applied statistics for scientists and engineers, just register by visiting http://www.globalcompliancepanel.com/control/globalseminars/~product_id=900790?wordpress_SEO .

The course “Applied Statistics for Scientists and Engineers” has been pre-approved by RAPS as eligible for up to 12 credits towards a participant’s RAC recertification upon full completion.

The tools that help an understanding of applied statistics for scientists and engineers

This course on applied statistics for scientists and engineers will offer thorough instruction on how scientists and engineers need to apply the appropriate statistical approaches: descriptive statistics, data intervals, hypothesis testing, ANOVA, regression, ANCOVA, and model building. The Director will present the ways of establishing competence in each of these areas and industry-specific applications.

The application of statistical methods across the product quality lifecycle is specified in the 21 CFR and guidance documents for the pharmaceutical, biopharmaceutical, and medical device industries. There are many statistical methods that may be applied to satisfy this portion of the QSR. Yet, some commonly accepted methods can and should be used by all companies to:

o  Develop acceptance criteria

o  Ensure accurate and precise measurement systems

o  Fully characterize manufacturing processes

o  Monitor and control process results and

o  To select an appropriate number of samples.

At this seminar on applied statistics for scientists and engineers, Rushing will provide instruction on all these. He will cover the following areas over the two days of this seminar:

o  Describe and analyze the distribution of data

o  Develop summary statistics

o  Generate and analyze statistical intervals and hypothesis tests to make data-driven decisions

o  Describe the relationship between and among two or more factors or responses

o  Understand issues related to sampling and calculate appropriate sample sizes

o  Use statistical intervals to setting specifications/develop acceptance criteria

o  Use Measurement Systems Analysis (MSA) to estimate variance associated with: repeatability, intermediate precision, and reproducibility

o  Ensure your process is in (statistical) control and capable